---
title: "AI Engineering — Lens"
description: "Building and operating AI agents on real infrastructure: context, governance, and what breaks at scale."
url: https://lenshq.io/blog/category/ai-engineering/
---

Blog

# AI Engineering

2 posts from Team Lens.

[![AI agents as the next computing platform across AWS, Azure, and Google](https://lenshq.io/blog/ai-agents-are-becoming-the-next-computing-platform/cover.webp)](https://lenshq.io/blog/ai-agents-are-becoming-the-next-computing-platform/)

[AI Engineering](https://lenshq.io/blog/category/ai-engineering/)

### [AI Agents Are Becoming the Next Computing Platform: Signals Across AWS, Azure, and Google (Through the Lens of re:Invent 2025)](https://lenshq.io/blog/ai-agents-are-becoming-the-next-computing-platform/)

The industry is converging on a new compute architecture with AI agents at the top, foundation models in the middle, Kubernetes underneath, and OpenTelemetry connecting the entire system. This synthesis explores how AWS, Azure, and Google Cloud are treating agents as production-grade operational entities rather than experimental features.

Miska Kaipiainen December 16, 2025 6 min read

[![The new AI development loop for LLM systems](https://lenshq.io/blog/the-new-ai-development-loop/cover.webp)](https://lenshq.io/blog/the-new-ai-development-loop/)

[AI Engineering](https://lenshq.io/blog/category/ai-engineering/)

### [The New AI Development Loop: Solving the Organizational Visibility Gap in LLM Systems](https://lenshq.io/blog/the-new-ai-development-loop/)

Most organizations lack unified visibility into how their AI systems actually behave. This post explores the organizational visibility gap that probabilistic LLM systems create and the Observe, Understand, Improve loop that closes it.

Miska Kaipiainen November 26, 2025 5 min read